1.Identification of depression among primary school students based on acoustic features and random forest algorithm
Yan′ge WEI ; Shisen QIN ; Rongxun LIU ; Dongshuai WEI ; Luhan YANG ; Fengyi LIU ; Yuanle CHEN ; Jinnan YAN ; Peng LUO ; Fei WANG ; Jie YANG ; Guangjun JI
Chinese Journal of Applied Clinical Pediatrics 2024;39(11):853-857
Objective:To explore the changes in acoustic features of 9-10-year-old primary school students with depressive symptoms, and based on these features and the random forest (RF) algorithm, construct a model for identifying depressive symptoms in primary school students, so as to provide an intelligent psychological health screening tool for schools and education departments.Methods:This was a case-control study.A total of 1 186 primary school students aged 9-10 from three primary schools in three regions of Jiangsu Province were selected as research subjects for psychological health screening from October 26, 2022 to February 13, 2023.Their demographic data, Depression-Anxiety-Stress Scale (DASS-21) scores, Insomnia Severity Index scores, and voice recordings were collected.Based on the DASS-21 scores, the participants were divided into a control group ( n=1 086) and a depression group ( n=100).Voice recordings were made using the neutral text " The North Wind and the Sun". openSMILE was used to extract 523 acoustic features from the pre-processed voice recordings.Group differences were assessed using independent-samples t-tests or chi-square tests.Pearson correlation analysis was conducted to examine the relationship between acoustic features and depression scores.Depressive symptoms were set as the dependent variable, and the correlated acoustic features were set as the independent variable to construct a classification model using the RF algorithm.The model performance was assessed using the receiver operating characteristic (ROC) curve, the area under the curve (AUC), precision, accuracy, recall, and F1 score. Results:Compared with the control group, the depression group showed significant differences in 105 acoustic features (44 spectral features, 49 source features, and 12 prosodic features) (all P<0.05).Correlation analysis showed that 12 acoustic features (7 spectral features, 4 source features, and 1 prosodic feature) were significantly correlated with the depression score (all P<0.05).Among the RF algorithm-based classification models, the spectral features demonstrated superior performance compared to source features and prosodic features (AUC=0.793), and the performance of the model based on the combination of these features was the best (AUC=0.818). Conclusions:Acoustic features may be an objective indicator to identify the depression of 9-10-year-old primary school students, and the classification model established based on acoustic features can identify the depressed primary school students.
2.Clinical characteristics and outcomes of hospitalized kidney transplant recipients with COVID-19 infection in China during the Omicron wave:a single-center cohort study
LV DUO ; XIE XISHAO ; YANG QINYUN ; CHEN ZHIMIN ; LIU GUANGJUN ; PENG WENHAN ; WANG RENDING ; HUANG HONGFENG ; CHEN JIANGHUA ; WU JIANYONG
Journal of Zhejiang University. Science. B 2024;25(6):529-540,后插1-后插2
Background:Following the short-term outbreak of coronavirus disease 2019(COVID-19)in December 2022 in China,clinical data on kidney transplant recipients(KTRs)with COVID-19 are lacking.Methods:We conducted a single-center retrospective study to describe the clinical features,complications,and mortality rates of hospitalized KTRs infected with COVID-19 between Dec.16,2022 and Jan.31,2023.The patients were followed up until Mar.31,2023.Results:A total of 324 KTRs with COVID-19 were included.The median age was 49 years.The median time between the onset of symptoms and admission was 13 d.Molnupiravir,azvudine,and nirmatrelvir/ritonavir were administered to 67(20.7%),11(3.4%),and 148(45.7%)patients,respectively.Twenty-nine(9.0%)patients were treated with more than one antiviral agent.Forty-eight(14.8%)patients were treated with tocilizumab and 53(16.4%)patients received baricitinib therapy.The acute kidney injury(AKI)occurred in 81(25.0%)patients and 39(12.0%)patients were admitted to intensive care units.Fungal infections were observed in 55(17.0%)patients.Fifty(15.4%)patients lost their graft.The 28-d mortality rate of patients was 9.0%and 42(13.0%)patients died by the end of follow-up.Multivariate Cox regression analysis identified that cerebrovascular disease,AKI incidence,interleukin(IL)-6 level of>6.8 pg/mL,daily dose of corticosteroids of>50 mg,and fungal infection were all associated with an increased risk of death for hospitalized patients.Conclusions:Our findings demonstrate that hospitalized KTRs with COVID-19 are at high risk of mortality.The administration of immunomodulators or the late application of antiviral drugs does not improve patient survival,while higher doses of corticosteroids may increase the death risk.
3.Effect of Interval Between Neoadjuvant Chemotherapy and Surgery on Oncological Outcomes in Poor Responders With Locally Advanced Breast Cancer
Man LONG ; Chunxia LI ; Keyu MAO ; Zhenhui LI ; Zhen LI ; Guili DONG ; Xia ZHENG ; Songliang GAO ; Zhuolin LI ; Guangjun YANG ; Yu XIE
Journal of Breast Cancer 2024;27(4):270-280
Purpose:
The interval between neoadjuvant chemotherapy (NAC) and surgery for locally advanced breast cancer (LABC) remains controversial. At the same time, the prognostic effect of delayed surgery in patients with poor responses is currently unclear.
Methods:
Data was collected from patients who had poor responses to NAC and underwent modified radical surgery from January 2013 to December 2018. The interval from completion of NAC to surgery was divided into two groups: a longer (greater than four weeks) or shorter (four weeks or less) interval. The associations of these interval groups with overall survival (OS) and recurrence-free survival (RFS) were evaluated by multivariable Cox models adjusting for the existing prognostic factors. Propensity score matching (PSM) was used to minimize election bias.
Results:
A total of 1,229 patients (mean age, 47.2 ± 8.9 years; median follow-up duration, 32.67 [6.57–52.63] months) were included. The 5-year OS rates were 73.2% and 60.8% in the shorter (n = 171) and longer interval group (n = 1,058), respectively, while the 3-year RFS rates were 80.8% and 71.7%, respectively. In multivariate Cox analysis, the longer interval was associated with an increased risk of mortality (hazard ratio [HR], 1.43; 95% confidence interval [CI], 1.01–2.02; p = 0.046) and recurrence (HR, 1.50; 95% CI, 1.12–1.99; p = 0.006).There was an interaction between the molecular subtype and the surgery interval for OS (pinteraction = 0.014) and RFS (pinteraction = 0.027). After PSM, no significant difference in OS (p = 0.180) and RFS (p = 0.069) was observed between the two groups.
Conclusion
Among LABC patients with a poor response, those with a longer interval between NAC and surgery had worse OS and RFS. The results indicate that these patients should receive modified radical surgery timely, which may in turn improve their prognosis.
4.Influencing factors and risk prediction model for depression in primary school children aged 9-10 years in Jiangsu Province
Guangjun JI ; Shisen QIN ; Rongxun LIU ; Chenghao JIA ; Ning WANG ; Dongshuai WEI ; Fengyi LIU ; Luhan YANG ; Yange WEI ; Yang WANG ; Ran ZHANG ; Fei WANG ; Jie YANG
Chinese Journal of Applied Clinical Pediatrics 2023;38(10):774-778
Objective:To analyze the influencing factors for depression in primary school children aged 9-10 years in Jiangsu Province, and to construct a risk prediction model.Methods:A retrospective study.A total of 1 162 primary school children aged 9-10 years from 3 primary schools in 3 regions of Jiangsu Province were recruited.Their demographic data were collected, and they were surveyed by the Depression Anxiety Stress Scales-21 (DASS-21), the Strengths and Difficulties Questionnaire (SDQ), and the Family Environment Scale (FES). Children were divided into control group (1 059 cases) and depression group (103 cases) based on the depression scores obtained from the DASS-21 scale.Multivariate Logistic regression analysis was used to analyze the influencing factors for depression in primary school students aged 9-10 and construct a risk prediction model. Results:There were significant differences in the economic development region, physical activities, academic performance, student cadres, parents′ education level, frequency of parental quarrels, SDQ and FES dimension scores between control group and depression group (all P<0.05). Among them, economic development areas (Northern Jiangsu and Southern Jiangsu), student cadres, father′s education level (elementary school and below) and intimacy of the FES scale were protective factors for depression in elementary school children; while emotional symptoms, peer problems and the total difficulty score in the SDQ scale, and the conflict in the FES scale were the risk factors for depression in elementary school children.The prediction model was created based on the influencing factors: Logit ( P)=-1.390×economic development area (Northern Jiangsu) -1.508×economic development area (Southern Jiangsu) -1.248×student cadres -2.206×father′s education level (primary school and below) -1.145×father′s education level (junior high school)+ 3.316×emotional symptoms in the SDQ+ 0.979×peer problems in the SDQ+ 2.520×total difficulty score in the SDQ -1.697×cohesion in the FES + 0.760×conflict in the FES -0.678.The area under the curve of receiver operating characteristic was 0.931, with the sensitivity and specificity of 85.42% and 91.83%, respectively. Conclusions:The regional level of economic development, class or school cadres, father′s education level, peer problems, total difficulty score, cohesion and conflict in the family are influencing factors for depression among primary school children aged 9-10 years in Jiangsu Province.The created prediction model can effectively assess the depressive risk factors in this population, which is conductive to achieve the early recognition and intervention of depression in them.
5.Analysis of speech features in female depression patients with anhedonia symptoms
Rongxun LIU ; Ning WANG ; Yang WANG ; Sanqiao YAO ; Guangjun JI ; Shisen QIN ; Fengyi LIU ; Zhongguo ZHANG ; Yange WEI ; Xizhe ZHANG ; Rongxin ZHU ; Fei WANG
Chinese Journal of Behavioral Medicine and Brain Science 2023;32(10):901-908
Objective:To explore the speech features of female patients with anhedonic depression and their recognition of pleasure deficient symptoms.Methods:A total of 102 female depression patients who were hospitalized at Nanjing Brain Hospital from September 2020 to October 2021 were selected, including 62 anhedonic depression patients (anhedonic group) and 40 non-anhedonic depression patients (non-anhedonic group). A total of 50 female healthy controls were recruited during the same period.All participants were evaluated by the 17-item Hamilton depression scale (HAMD-17), Snaith-Hamilton pleasure scale (SHAPS), and the temporal experience of pleasure scale (TEPS), as well as voice acquisition.SPSS 23.0 software was used for data processing.Statistical analysis was conducted using one-way ANOVA, non-parametric tests, Logistic regression, and receiver operating characteristic curve.Results:Compared with the non-anhedonic group, the anhedonic group showed significant changes in 15 voice features(all P<0.05), including Mel-frequency cepstral coefficients, formant frequencies, intensity, and energy features.Among these features, Mel-frequency cepstral coefficients exhibited the highest accuracy in identifying anhedonic depression, with sensitivity of 47.5%, specificity of 91.9%, area under curve (AUC) of 0.751, 95% CI=0.686-0.866.Formant frequencies could identify female anhedonic depression, with a sensitivity of 90.0%, a specificity of 40.3%, an AUC of 0.647, and 95% CI=0.605-0.824.Energy features could identify anhedonic deficient depression, with a sensitivity of 60.0%, a specificity of 74.2%, an AUC of 0.679, and 95% CI=0.587-0.804.Intensity features could identify female anhedonic depression, with a sensitivity of 70.0%, a specificity of 58.1%, an AUC of 0.640, and 95% CI=0.554-0.769. Conclusion:Mel-frequency cepstral coefficients, formant frequencies, intensity features, and energy features may have specific changes in female patients with anhedonic depression.The Mel-frequency cepstral coefficients has the highest recognition accuracy for anhedonic symptoms in female depression patients, and is expected to become an objective evaluation index for female anhedonic depression.
6.Anatomical study on three-dimensional vascular reconstruction of calf chain perforator flap
Qi TAN ; Yongqiang ZHANG ; Changde WANG ; Gang LIU ; Qian WANG ; Zhen LI ; Lei YANG ; Guangjun LIU
Chinese Journal of Plastic Surgery 2023;39(5):490-495
Objective:The three-dimensional(3D) reconstruction method of calf perforator vessel was explored to provide the basis for clinical safe and accurate harvesting of calf chain perforator flap.Methods:Gelatin-lead oxide is automatically perfused the femoral artery of 3 fresh adult lower limbs specimens. Data were collected after the CT scan of the full limb, 3D reconstruction of bones, arteries and their perforators was processed in Mimics Research 19.0 software. Dynamic display of vascular hierarchy and adjacent relationships by adjusting CT values. And show the anatomical region of each perforator artery in different colors, measure the feeding area of the single perforator using Scion Image software. The 3D printed calf bone and vascular model can be used for direct observation. The specimen anatomy was measured according to a perforator vessel parameter with an outer diameter of 0.5 mm through the deep fascia. The number of perforators, vessle pedicle length, and outer diameter were observed and statistically analyzed.Results:The digitized 3D reconstruction images can clearly show the 3D structured of the calf artery and perforator vessels and micro vessels, as well as the course, distribution characteristics of blood vessels, and the 3D relationship with adjacent structures. The printed 3D model visually observes the hierarchy of the perforator vessels and the anastomosis relationship between the perforators. 3 calf specimen arteries with perforator artery 22±4, vessel pedicle length (46.7±18.3) mm, outer diameter (0.8±0.3) mm, the average blood supply area of the single perforator (38.2±10.7) cm 2. Conclusion:The Mimics Research 19.0 software should be used to dynamically reconstruct the 3D structure of the branch vessel by adjusting the CT value, which improves the display effect of the perforator vessels. The 3D printing model makes the source, course, diameter and distribution range of the perforator vessels visually visible, which provides experimental support for the clinical construction of digital calf chain perforator flap harvest scheme for patients.
7.Anatomical study on three-dimensional vascular reconstruction of calf chain perforator flap
Qi TAN ; Yongqiang ZHANG ; Changde WANG ; Gang LIU ; Qian WANG ; Zhen LI ; Lei YANG ; Guangjun LIU
Chinese Journal of Plastic Surgery 2023;39(5):490-495
Objective:The three-dimensional(3D) reconstruction method of calf perforator vessel was explored to provide the basis for clinical safe and accurate harvesting of calf chain perforator flap.Methods:Gelatin-lead oxide is automatically perfused the femoral artery of 3 fresh adult lower limbs specimens. Data were collected after the CT scan of the full limb, 3D reconstruction of bones, arteries and their perforators was processed in Mimics Research 19.0 software. Dynamic display of vascular hierarchy and adjacent relationships by adjusting CT values. And show the anatomical region of each perforator artery in different colors, measure the feeding area of the single perforator using Scion Image software. The 3D printed calf bone and vascular model can be used for direct observation. The specimen anatomy was measured according to a perforator vessel parameter with an outer diameter of 0.5 mm through the deep fascia. The number of perforators, vessle pedicle length, and outer diameter were observed and statistically analyzed.Results:The digitized 3D reconstruction images can clearly show the 3D structured of the calf artery and perforator vessels and micro vessels, as well as the course, distribution characteristics of blood vessels, and the 3D relationship with adjacent structures. The printed 3D model visually observes the hierarchy of the perforator vessels and the anastomosis relationship between the perforators. 3 calf specimen arteries with perforator artery 22±4, vessel pedicle length (46.7±18.3) mm, outer diameter (0.8±0.3) mm, the average blood supply area of the single perforator (38.2±10.7) cm 2. Conclusion:The Mimics Research 19.0 software should be used to dynamically reconstruct the 3D structure of the branch vessel by adjusting the CT value, which improves the display effect of the perforator vessels. The 3D printing model makes the source, course, diameter and distribution range of the perforator vessels visually visible, which provides experimental support for the clinical construction of digital calf chain perforator flap harvest scheme for patients.
8.Preliminary study of stereotactic cardiac radioablation in radiotherapy of ventricular arrhythmia
Jing LI ; Qingyong CHEN ; Guangjun LI ; Yan LI ; Yingjie ZHANG ; Changhu LI ; Long BAI ; Renming ZHONG ; Yinbo HE ; Sen BAI ; Qing YANG ; Feng XU
Chinese Journal of Radiation Oncology 2022;31(3):260-265
Objective:To introduce the stereotactic cardiac radioablation (SCRA) based on the stereotactic body radiotherapy (SBRT), and comprehensively evaluate the new approach by short-term effectiveness and safety.Methods:Patients with ventricular arrhythmia (VA) were evaluated and included in this clinical trial, who were immobilized by vacuum bag and performed simulation with 4-dimensional computed tomography (4DCT). In this study, the planning target volume (PTV) was set as the target to design a SBRT plan using volumetric modulated arc therapy (VMAT), which was evaluated by dose parameters such as R 50%, homogeneity index and conformity index, etc. The results of Holter and echocardiography were monitored during the follow-up and compared with the data before treatment. Results:Three subjects with ventricular tachycardia (VT) and one with premature ventricular contraction (PVC) received the same prescription of 25 Gy in a single fraction. The average volume of PTV was 71.4 cm 3(60.3-89.4 cm 3). The average time of beam delivery was 12.0 min (4.5-21.0 min). And the short-term follow-up lasted for an average of 18 weeks (14-25 weeks), which showed significant decrease in both VT and PVC load without complications. Conclusion:This study reports the implementation method of SCRA and proves its short-term effectiveness and safety, but the effects and standards of the key radiotherapy techniques still need to be explored.
9.A Critical Role for γCaMKII in Decoding NMDA Signaling to Regulate AMPA Receptors in Putative Inhibitory Interneurons.
Xingzhi HE ; Yang WANG ; Guangjun ZHOU ; Jing YANG ; Jiarui LI ; Tao LI ; Hailan HU ; Huan MA
Neuroscience Bulletin 2022;38(8):916-926
CaMKII is essential for long-term potentiation (LTP), a process in which synaptic strength is increased following the acquisition of information. Among the four CaMKII isoforms, γCaMKII is the one that mediates the LTP of excitatory synapses onto inhibitory interneurons (LTPE→I). However, the molecular mechanism underlying how γCaMKII mediates LTPE→I remains unclear. Here, we show that γCaMKII is highly enriched in cultured hippocampal inhibitory interneurons and opts to be activated by higher stimulating frequencies in the 10-30 Hz range. Following stimulation, γCaMKII is translocated to the synapse and becomes co-localized with the postsynaptic protein PSD-95. Knocking down γCaMKII prevents the chemical LTP-induced phosphorylation and trafficking of AMPA receptors (AMPARs) in putative inhibitory interneurons, which are restored by overexpression of γCaMKII but not its kinase-dead form. Taken together, these data suggest that γCaMKII decodes NMDAR-mediated signaling and in turn regulates AMPARs for expressing LTP in inhibitory interneurons.
Calcium-Calmodulin-Dependent Protein Kinase Type 2/metabolism*
;
Hippocampus/metabolism*
;
Interneurons/physiology*
;
Long-Term Potentiation/physiology*
;
N-Methylaspartate/metabolism*
;
Receptors, AMPA/physiology*
;
Receptors, N-Methyl-D-Aspartate/metabolism*
;
Synapses/physiology*
10.Highly sensitive electrochemical determination of rutin based on the synergistic effect of 3D porous carbon and cobalt tungstate nanosheets
Feng GUANGJUN ; Yang YANG ; Zeng JIANTAO ; Zhu JUN ; Liu JINGJIAN ; Wu LUN ; Yang ZHIMING ; Yang GUANYI ; Mei QUANXI ; Chen QINHUA ; Ran FENGYING
Journal of Pharmaceutical Analysis 2022;12(3):453-459
Rutin,a flavonoid found in fruits and vegetables,is a potential anticancer compound with strong anti-cancer activity.Therefore,electrochemical sensor was developed for the detection of rutin.In this study,CoWO4 nanosheets were synthesized via a hydrothermal method,and porous carbon(PC)was prepared via high-temperature pyrolysis.Successful preparation of the materials was confirmed,and character-ization was performed by transmission electron microscopy,scanning electron microscopy,and X-ray photoelectron spectroscopy.A mixture of PC and CoWO4 nanosheets was used as an electrode modifier to fabricate the electrochemical sensor for the electrochemical determination of rutin.The 3D CoWO4 nanosheets exhibited high electrocatalytic activity and good stability.PC has a high surface-to-volume ratio and superior conductivity.Moreover,the hydrophobicity of PC allows large amounts of rutin to be adsorbed,thereby increasing the concentration of rutin at the electrode surface.Owing to the syn-ergistic effect of the 3D CoWO4 nanosheets and PC,the developed electrochemical sensor was employed to quantitively determine rutin with high stability and sensitivity.The sensor showed a good linear range(5-5000 ng/mL)with a detection limit of O.45 ng/mL.The developed sensor was successfully applied to the determination of rutin in crushed tablets and human serum samples.

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